TODO: Title¶

This notebook lists all the steps that you need to complete the complete this project. You will need to complete all the TODOs in this notebook as well as in the README and the two python scripts included with the starter code.

TODO: Give a helpful introduction to what this notebook is for. Remember that comments, explanations and good documentation make your project informative and professional.

Note: This notebook has a bunch of code and markdown cells with TODOs that you have to complete. These are meant to be helpful guidelines for you to finish your project while meeting the requirements in the project rubrics. Feel free to change the order of these the TODO's and use more than one TODO code cell to do all your tasks.

In [2]:
# TODO: Install any packages that you might need
# For instance, you will need the smdebug package
!pip install smdebug

Collecting smdebug
  Using cached smdebug-1.0.12-py2.py3-none-any.whl (270 kB)
Requirement already satisfied: protobuf>=3.6.0 in /opt/conda/lib/python3.10/site-packages (from smdebug) (4.23.4)
Requirement already satisfied: numpy>=1.16.0 in /opt/conda/lib/python3.10/site-packages (from smdebug) (1.25.1)
Requirement already satisfied: packaging in /opt/conda/lib/python3.10/site-packages (from smdebug) (21.3)
Requirement already satisfied: boto3>=1.10.32 in /opt/conda/lib/python3.10/site-packages (from smdebug) (1.28.14)
Collecting pyinstrument==3.4.2 (from smdebug)
  Using cached pyinstrument-3.4.2-py2.py3-none-any.whl (83 kB)
Collecting pyinstrument-cext>=0.2.2 (from pyinstrument==3.4.2->smdebug)
  Using cached pyinstrument_cext-0.2.4-cp310-cp310-linux_x86_64.whl
Requirement already satisfied: botocore<1.32.0,>=1.31.14 in /opt/conda/lib/python3.10/site-packages (from boto3>=1.10.32->smdebug) (1.31.14)
Requirement already satisfied: jmespath<2.0.0,>=0.7.1 in /opt/conda/lib/python3.10/site-packages (from boto3>=1.10.32->smdebug) (0.10.0)
Requirement already satisfied: s3transfer<0.7.0,>=0.6.0 in /opt/conda/lib/python3.10/site-packages (from boto3>=1.10.32->smdebug) (0.6.0)
Requirement already satisfied: pyparsing!=3.0.5,>=2.0.2 in /opt/conda/lib/python3.10/site-packages (from packaging->smdebug) (3.0.9)
Requirement already satisfied: python-dateutil<3.0.0,>=2.1 in /opt/conda/lib/python3.10/site-packages (from botocore<1.32.0,>=1.31.14->boto3>=1.10.32->smdebug) (2.8.2)
Collecting urllib3<1.27,>=1.25.4 (from botocore<1.32.0,>=1.31.14->boto3>=1.10.32->smdebug)
  Obtaining dependency information for urllib3<1.27,>=1.25.4 from https://files.pythonhosted.org/packages/c5/05/c214b32d21c0b465506f95c4f28ccbcba15022e000b043b72b3df7728471/urllib3-1.26.16-py2.py3-none-any.whl.metadata
  Using cached urllib3-1.26.16-py2.py3-none-any.whl.metadata (48 kB)
Requirement already satisfied: six>=1.5 in /opt/conda/lib/python3.10/site-packages (from python-dateutil<3.0.0,>=2.1->botocore<1.32.0,>=1.31.14->boto3>=1.10.32->smdebug) (1.16.0)
Using cached urllib3-1.26.16-py2.py3-none-any.whl (143 kB)
Installing collected packages: pyinstrument-cext, urllib3, pyinstrument, smdebug
  Attempting uninstall: urllib3
    Found existing installation: urllib3 2.0.4
    Uninstalling urllib3-2.0.4:
      Successfully uninstalled urllib3-2.0.4
ERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.
distributed 2022.7.0 requires tornado<6.2,>=6.0.3, but you have tornado 6.3.2 which is incompatible.
Successfully installed pyinstrument-3.4.2 pyinstrument-cext-0.2.4 smdebug-1.0.12 urllib3-1.26.16
WARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv
In [3]:
# TODO: Import any packages that you might need
# For instance you will need Boto3 and Sagemaker
import sagemaker
import boto3
from sagemaker.tuner import (
    IntegerParameter,
    CategoricalParameter,
    ContinuousParameter,
    HyperparameterTuner,
)

/opt/conda/lib/python3.10/site-packages/scipy/__init__.py:155: UserWarning: A NumPy version >=1.18.5 and <1.25.0 is required for this version of SciPy (detected version 1.25.1
  warnings.warn(f"A NumPy version >={np_minversion} and <{np_maxversion}"

Dataset¶

TODO: Explain what dataset you are using for this project. Maybe even give a small overview of the classes, class distributions etc that can help anyone not familiar with the dataset get a better understand of it.

In [6]:
# #TODO: Fetch and upload the data to AWS S3

# # Command to download and unzip data
# !wget https://s3-us-west-1.amazonaws.com/udacity-aind/dog-project/dogImages.zip
# !unzip dogImages.zip
In [4]:
# General macros
session = sagemaker.Session()
bucket= session.default_bucket()
print("Default Bucket: {}".format(bucket))
region = session.boto_region_name
print("AWS Region: {}".format(region))
role = sagemaker.get_execution_role()
print("RoleArn: {}".format(role))

Default Bucket: sagemaker-us-east-1-395392234776
AWS Region: us-east-1
RoleArn: arn:aws:iam::395392234776:role/service-role/AmazonSageMaker-ExecutionRole-20230804T110681
In [ ]:
# # Upload dog images to S3 bucket
# import os
# bucket_path = "s3://"+ bucket
# database_path = bucket_path + "/dogImages/"
# os.environ["DATABASE_PATH"] = database_path
# !aws s3 cp dogImages ${DATABASE_PATH} --recursive

upload: dogImages/test/001.Affenpinscher/Affenpinscher_00023.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/test/001.Affenpinscher/Affenpinscher_00023.jpg
upload: dogImages/test/002.Afghan_hound/Afghan_hound_00125.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/test/002.Afghan_hound/Afghan_hound_00125.jpg
upload: dogImages/test/001.Affenpinscher/Affenpinscher_00036.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/test/001.Affenpinscher/Affenpinscher_00036.jpg
upload: dogImages/test/001.Affenpinscher/Affenpinscher_00058.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/test/001.Affenpinscher/Affenpinscher_00058.jpg
upload: dogImages/test/002.Afghan_hound/Afghan_hound_00141.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/test/002.Afghan_hound/Afghan_hound_00141.jpg
upload: dogImages/test/001.Affenpinscher/Affenpinscher_00078.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/test/001.Affenpinscher/Affenpinscher_00078.jpg
upload: dogImages/test/001.Affenpinscher/Affenpinscher_00003.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/test/001.Affenpinscher/Affenpinscher_00003.jpg
upload: dogImages/test/001.Affenpinscher/Affenpinscher_00048.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/test/001.Affenpinscher/Affenpinscher_00048.jpg
upload: dogImages/test/002.Afghan_hound/Afghan_hound_00116.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/test/002.Afghan_hound/Afghan_hound_00116.jpg
upload: dogImages/test/001.Affenpinscher/Affenpinscher_00071.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/test/001.Affenpinscher/Affenpinscher_00071.jpg
upload: dogImages/test/002.Afghan_hound/Afghan_hound_00139.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/test/002.Afghan_hound/Afghan_hound_00139.jpg
upload: dogImages/test/002.Afghan_hound/Afghan_hound_00143.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/test/002.Afghan_hound/Afghan_hound_00143.jpg
upload: dogImages/test/002.Afghan_hound/Afghan_hound_00146.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/test/002.Afghan_hound/Afghan_hound_00146.jpg
upload: dogImages/test/003.Airedale_terrier/Airedale_terrier_00179.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/test/003.Airedale_terrier/Airedale_terrier_00179.jpg
upload: dogImages/test/001.Affenpinscher/Affenpinscher_00047.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/test/001.Affenpinscher/Affenpinscher_00047.jpg
upload: dogImages/test/002.Afghan_hound/Afghan_hound_00149.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/test/002.Afghan_hound/Afghan_hound_00149.jpg
upload: dogImages/test/003.Airedale_terrier/Airedale_terrier_00166.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/test/003.Airedale_terrier/Airedale_terrier_00166.jpg
upload: dogImages/test/002.Afghan_hound/Afghan_hound_00151.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/test/002.Afghan_hound/Afghan_hound_00151.jpg
upload: dogImages/test/003.Airedale_terrier/Airedale_terrier_00207.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/test/003.Airedale_terrier/Airedale_terrier_00207.jpg
upload: dogImages/test/003.Airedale_terrier/Airedale_terrier_00175.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/test/003.Airedale_terrier/Airedale_terrier_00175.jpg
upload: dogImages/test/004.Akita/Akita_00258.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/test/004.Akita/Akita_00258.jpg
upload: dogImages/test/003.Airedale_terrier/Airedale_terrier_00214.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/test/003.Airedale_terrier/Airedale_terrier_00214.jpg
upload: dogImages/test/003.Airedale_terrier/Airedale_terrier_00210.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/test/003.Airedale_terrier/Airedale_terrier_00210.jpg
upload: dogImages/test/004.Akita/Akita_00263.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/test/004.Akita/Akita_00263.jpg
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upload: dogImages/test/004.Akita/Akita_00244.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/test/004.Akita/Akita_00244.jpg
upload: dogImages/test/004.Akita/Akita_00296.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/test/004.Akita/Akita_00296.jpg
upload: dogImages/test/005.Alaskan_malamute/Alaskan_malamute_00309.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/test/005.Alaskan_malamute/Alaskan_malamute_00309.jpg
upload: dogImages/test/004.Akita/Akita_00270.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/test/004.Akita/Akita_00270.jpg
upload: dogImages/test/004.Akita/Akita_00276.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/test/004.Akita/Akita_00276.jpg
upload: dogImages/test/005.Alaskan_malamute/Alaskan_malamute_00375.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/test/005.Alaskan_malamute/Alaskan_malamute_00375.jpg
upload: dogImages/test/005.Alaskan_malamute/Alaskan_malamute_00330.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/test/005.Alaskan_malamute/Alaskan_malamute_00330.jpg
upload: dogImages/test/004.Akita/Akita_00282.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/test/004.Akita/Akita_00282.jpg
upload: dogImages/test/005.Alaskan_malamute/Alaskan_malamute_00386.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/test/005.Alaskan_malamute/Alaskan_malamute_00386.jpg
upload: dogImages/test/005.Alaskan_malamute/Alaskan_malamute_00360.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/test/005.Alaskan_malamute/Alaskan_malamute_00360.jpg
upload: dogImages/test/006.American_eskimo_dog/American_eskimo_dog_00407.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/test/006.American_eskimo_dog/American_eskimo_dog_00407.jpg
upload: dogImages/test/005.Alaskan_malamute/Alaskan_malamute_00354.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/test/005.Alaskan_malamute/Alaskan_malamute_00354.jpg
upload: dogImages/test/005.Alaskan_malamute/Alaskan_malamute_00383.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/test/005.Alaskan_malamute/Alaskan_malamute_00383.jpg
upload: dogImages/test/005.Alaskan_malamute/Alaskan_malamute_00346.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/test/005.Alaskan_malamute/Alaskan_malamute_00346.jpg
upload: dogImages/test/005.Alaskan_malamute/Alaskan_malamute_00362.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/test/005.Alaskan_malamute/Alaskan_malamute_00362.jpg
upload: dogImages/test/006.American_eskimo_dog/American_eskimo_dog_00471.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/test/006.American_eskimo_dog/American_eskimo_dog_00471.jpg
upload: dogImages/test/005.Alaskan_malamute/Alaskan_malamute_00387.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/test/005.Alaskan_malamute/Alaskan_malamute_00387.jpg
upload: dogImages/test/006.American_eskimo_dog/American_eskimo_dog_00406.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/test/006.American_eskimo_dog/American_eskimo_dog_00406.jpg
upload: dogImages/test/006.American_eskimo_dog/American_eskimo_dog_00451.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/test/006.American_eskimo_dog/American_eskimo_dog_00451.jpg
upload: dogImages/test/006.American_eskimo_dog/American_eskimo_dog_00454.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/test/006.American_eskimo_dog/American_eskimo_dog_00454.jpg
upload: dogImages/test/007.American_foxhound/American_foxhound_00522.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/test/007.American_foxhound/American_foxhound_00522.jpg
upload: dogImages/test/007.American_foxhound/American_foxhound_00519.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/test/007.American_foxhound/American_foxhound_00519.jpg
upload: dogImages/test/007.American_foxhound/American_foxhound_00512.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/test/007.American_foxhound/American_foxhound_00512.jpg
upload: dogImages/test/006.American_eskimo_dog/American_eskimo_dog_00415.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/test/006.American_eskimo_dog/American_eskimo_dog_00415.jpg
upload: dogImages/test/007.American_foxhound/American_foxhound_00484.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/test/007.American_foxhound/American_foxhound_00484.jpg
upload: dogImages/test/007.American_foxhound/American_foxhound_00524.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/test/007.American_foxhound/American_foxhound_00524.jpg
upload: dogImages/test/008.American_staffordshire_terrier/American_staffordshire_terrier_00538.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/test/008.American_staffordshire_terrier/American_staffordshire_terrier_00538.jpg
upload: dogImages/test/008.American_staffordshire_terrier/American_staffordshire_terrier_00540.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/test/008.American_staffordshire_terrier/American_staffordshire_terrier_00540.jpg
upload: dogImages/test/008.American_staffordshire_terrier/American_staffordshire_terrier_00539.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/test/008.American_staffordshire_terrier/American_staffordshire_terrier_00539.jpg
upload: dogImages/test/007.American_foxhound/American_foxhound_00531.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/test/007.American_foxhound/American_foxhound_00531.jpg
upload: dogImages/test/006.American_eskimo_dog/American_eskimo_dog_00452.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/test/006.American_eskimo_dog/American_eskimo_dog_00452.jpg
upload: dogImages/test/009.American_water_spaniel/American_water_spaniel_00624.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/test/009.American_water_spaniel/American_water_spaniel_00624.jpg
upload: dogImages/test/008.American_staffordshire_terrier/American_staffordshire_terrier_00607.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/test/008.American_staffordshire_terrier/American_staffordshire_terrier_00607.jpg
upload: dogImages/test/008.American_staffordshire_terrier/American_staffordshire_terrier_00567.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/test/008.American_staffordshire_terrier/American_staffordshire_terrier_00567.jpg
upload: dogImages/test/008.American_staffordshire_terrier/American_staffordshire_terrier_00556.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/test/008.American_staffordshire_terrier/American_staffordshire_terrier_00556.jpg
upload: dogImages/test/007.American_foxhound/American_foxhound_00535.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/test/007.American_foxhound/American_foxhound_00535.jpg
upload: dogImages/test/009.American_water_spaniel/American_water_spaniel_00631.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/test/009.American_water_spaniel/American_water_spaniel_00631.jpg
upload: dogImages/test/008.American_staffordshire_terrier/American_staffordshire_terrier_00580.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/test/008.American_staffordshire_terrier/American_staffordshire_terrier_00580.jpg
upload: dogImages/test/008.American_staffordshire_terrier/American_staffordshire_terrier_00579.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/test/008.American_staffordshire_terrier/American_staffordshire_terrier_00579.jpg
upload: dogImages/test/009.American_water_spaniel/American_water_spaniel_00646.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/test/009.American_water_spaniel/American_water_spaniel_00646.jpg
upload: dogImages/test/009.American_water_spaniel/American_water_spaniel_00655.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/test/009.American_water_spaniel/American_water_spaniel_00655.jpg
upload: dogImages/test/010.Anatolian_shepherd_dog/Anatolian_shepherd_dog_00690.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/test/010.Anatolian_shepherd_dog/Anatolian_shepherd_dog_00690.jpg
upload: dogImages/test/010.Anatolian_shepherd_dog/Anatolian_shepherd_dog_00661.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/test/010.Anatolian_shepherd_dog/Anatolian_shepherd_dog_00661.jpg
upload: dogImages/test/006.American_eskimo_dog/American_eskimo_dog_00467.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/test/006.American_eskimo_dog/American_eskimo_dog_00467.jpg
upload: dogImages/test/010.Anatolian_shepherd_dog/Anatolian_shepherd_dog_00669.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/test/010.Anatolian_shepherd_dog/Anatolian_shepherd_dog_00669.jpg
upload: dogImages/test/010.Anatolian_shepherd_dog/Anatolian_shepherd_dog_00673.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/test/010.Anatolian_shepherd_dog/Anatolian_shepherd_dog_00673.jpg
upload: dogImages/test/011.Australian_cattle_dog/Australian_cattle_dog_00730.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/test/011.Australian_cattle_dog/Australian_cattle_dog_00730.jpg
upload: dogImages/test/011.Australian_cattle_dog/Australian_cattle_dog_00761.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/test/011.Australian_cattle_dog/Australian_cattle_dog_00761.jpg
upload: dogImages/test/010.Anatolian_shepherd_dog/Anatolian_shepherd_dog_00695.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/test/010.Anatolian_shepherd_dog/Anatolian_shepherd_dog_00695.jpg
upload: dogImages/test/010.Anatolian_shepherd_dog/Anatolian_shepherd_dog_00710.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/test/010.Anatolian_shepherd_dog/Anatolian_shepherd_dog_00710.jpg
upload: dogImages/test/011.Australian_cattle_dog/Australian_cattle_dog_00728.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/test/011.Australian_cattle_dog/Australian_cattle_dog_00728.jpg
upload: dogImages/test/011.Australian_cattle_dog/Australian_cattle_dog_00781.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/test/011.Australian_cattle_dog/Australian_cattle_dog_00781.jpg
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upload: dogImages/train/088.Irish_water_spaniel/Irish_water_spaniel_06000.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/train/088.Irish_water_spaniel/Irish_water_spaniel_06000.jpg
upload: dogImages/train/088.Irish_water_spaniel/Irish_water_spaniel_06004.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/train/088.Irish_water_spaniel/Irish_water_spaniel_06004.jpg
upload: dogImages/train/088.Irish_water_spaniel/Irish_water_spaniel_06002.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/train/088.Irish_water_spaniel/Irish_water_spaniel_06002.jpg
upload: dogImages/train/088.Irish_water_spaniel/Irish_water_spaniel_06012.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/train/088.Irish_water_spaniel/Irish_water_spaniel_06012.jpg
upload: dogImages/train/088.Irish_water_spaniel/Irish_water_spaniel_06008.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/train/088.Irish_water_spaniel/Irish_water_spaniel_06008.jpg
upload: dogImages/train/088.Irish_water_spaniel/Irish_water_spaniel_06006.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/train/088.Irish_water_spaniel/Irish_water_spaniel_06006.jpg
upload: dogImages/train/088.Irish_water_spaniel/Irish_water_spaniel_06010.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/train/088.Irish_water_spaniel/Irish_water_spaniel_06010.jpg
upload: dogImages/train/088.Irish_water_spaniel/Irish_water_spaniel_06018.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/train/088.Irish_water_spaniel/Irish_water_spaniel_06018.jpg
upload: dogImages/train/088.Irish_water_spaniel/Irish_water_spaniel_06015.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/train/088.Irish_water_spaniel/Irish_water_spaniel_06015.jpg
upload: dogImages/train/089.Irish_wolfhound/Irish_wolfhound_06020.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/train/089.Irish_wolfhound/Irish_wolfhound_06020.jpg
upload: dogImages/train/088.Irish_water_spaniel/Irish_water_spaniel_06019.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/train/088.Irish_water_spaniel/Irish_water_spaniel_06019.jpg
upload: dogImages/train/088.Irish_water_spaniel/Irish_water_spaniel_06005.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/train/088.Irish_water_spaniel/Irish_water_spaniel_06005.jpg
upload: dogImages/train/088.Irish_water_spaniel/Irish_water_spaniel_06017.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/train/088.Irish_water_spaniel/Irish_water_spaniel_06017.jpg
upload: dogImages/train/088.Irish_water_spaniel/Irish_water_spaniel_06014.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/train/088.Irish_water_spaniel/Irish_water_spaniel_06014.jpg
upload: dogImages/train/089.Irish_wolfhound/Irish_wolfhound_06027.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/train/089.Irish_wolfhound/Irish_wolfhound_06027.jpg
upload: dogImages/train/088.Irish_water_spaniel/Irish_water_spaniel_06013.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/train/088.Irish_water_spaniel/Irish_water_spaniel_06013.jpg
upload: dogImages/train/089.Irish_wolfhound/Irish_wolfhound_06021.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/train/089.Irish_wolfhound/Irish_wolfhound_06021.jpg
upload: dogImages/train/089.Irish_wolfhound/Irish_wolfhound_06028.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/train/089.Irish_wolfhound/Irish_wolfhound_06028.jpg
upload: dogImages/train/089.Irish_wolfhound/Irish_wolfhound_06024.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/train/089.Irish_wolfhound/Irish_wolfhound_06024.jpg
upload: dogImages/train/089.Irish_wolfhound/Irish_wolfhound_06031.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/train/089.Irish_wolfhound/Irish_wolfhound_06031.jpg
upload: dogImages/train/088.Irish_water_spaniel/Irish_water_spaniel_06003.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/train/088.Irish_water_spaniel/Irish_water_spaniel_06003.jpg
upload: dogImages/train/089.Irish_wolfhound/Irish_wolfhound_06036.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/train/089.Irish_wolfhound/Irish_wolfhound_06036.jpg
upload: dogImages/train/089.Irish_wolfhound/Irish_wolfhound_06025.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/train/089.Irish_wolfhound/Irish_wolfhound_06025.jpg
upload: dogImages/train/089.Irish_wolfhound/Irish_wolfhound_06037.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/train/089.Irish_wolfhound/Irish_wolfhound_06037.jpg
upload: dogImages/train/089.Irish_wolfhound/Irish_wolfhound_06034.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/train/089.Irish_wolfhound/Irish_wolfhound_06034.jpg
upload: dogImages/train/089.Irish_wolfhound/Irish_wolfhound_06032.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/train/089.Irish_wolfhound/Irish_wolfhound_06032.jpg
upload: dogImages/train/089.Irish_wolfhound/Irish_wolfhound_06035.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/train/089.Irish_wolfhound/Irish_wolfhound_06035.jpg
upload: dogImages/train/089.Irish_wolfhound/Irish_wolfhound_06026.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/train/089.Irish_wolfhound/Irish_wolfhound_06026.jpg
upload: dogImages/train/089.Irish_wolfhound/Irish_wolfhound_06040.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/train/089.Irish_wolfhound/Irish_wolfhound_06040.jpg
upload: dogImages/train/089.Irish_wolfhound/Irish_wolfhound_06023.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/train/089.Irish_wolfhound/Irish_wolfhound_06023.jpg
upload: dogImages/train/089.Irish_wolfhound/Irish_wolfhound_06038.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/train/089.Irish_wolfhound/Irish_wolfhound_06038.jpg
upload: dogImages/train/089.Irish_wolfhound/Irish_wolfhound_06042.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/train/089.Irish_wolfhound/Irish_wolfhound_06042.jpg
upload: dogImages/train/089.Irish_wolfhound/Irish_wolfhound_06041.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/train/089.Irish_wolfhound/Irish_wolfhound_06041.jpg
upload: dogImages/train/089.Irish_wolfhound/Irish_wolfhound_06048.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/train/089.Irish_wolfhound/Irish_wolfhound_06048.jpg
upload: dogImages/train/089.Irish_wolfhound/Irish_wolfhound_06053.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/train/089.Irish_wolfhound/Irish_wolfhound_06053.jpg
upload: dogImages/train/089.Irish_wolfhound/Irish_wolfhound_06051.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/train/089.Irish_wolfhound/Irish_wolfhound_06051.jpg
upload: dogImages/train/089.Irish_wolfhound/Irish_wolfhound_06044.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/train/089.Irish_wolfhound/Irish_wolfhound_06044.jpg
upload: dogImages/train/089.Irish_wolfhound/Irish_wolfhound_06043.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/train/089.Irish_wolfhound/Irish_wolfhound_06043.jpg
upload: dogImages/train/089.Irish_wolfhound/Irish_wolfhound_06045.jpg to s3://sagemaker-us-east-1-395392234776/dogImages/train/089.Irish_wolfhound/Irish_wolfhound_06045.jpg
Completed 693.3 MiB/~843.0 MiB (10.6 MiB/s) with ~1005 file(s) remaining (calculating...)

Hyperparameter Tuning¶

TODO: This is the part where you will finetune a pretrained model with hyperparameter tuning. Remember that you have to tune a minimum of two hyperparameters. However you are encouraged to tune more. You are also encouraged to explain why you chose to tune those particular hyperparameters and the ranges.

Note: You will need to use the hpo.py script to perform hyperparameter tuning.

In [5]:
hyperparameter_ranges = {
    'lr': ContinuousParameter(0.001, 0.1),
    'batch_size': CategoricalParameter([16 ,32, 64]),
    'epochs': IntegerParameter(2, 6)
}

objective_metric_name = "average test loss"
objective_type = "Minimize"
metric_definitions = [{"Name": "average test loss", "Regex": "Test set: Average loss: ([0-9\\.]+)"}]
In [6]:
from sagemaker.pytorch import PyTorch

estimator = PyTorch(entry_point = 'hpo.py',
                                    base_job_name = 'dog-classification-hpo',
                                    role = role,
                                    instance_count = 1,
                                    instance_type = 'ml.m5.2xlarge', 
                                    py_version = 'py36',
                                    framework_version = '1.8')

tuner = HyperparameterTuner(estimator,
                            objective_metric_name,
                            hyperparameter_ranges,
                            metric_definitions,
                            max_jobs = 4,
                            max_parallel_jobs = 2,
                            objective_type = objective_type)
In [7]:
# TODO: Fit your HP Tuner
from time import process_time
tic = process_time()

tuner.fit({
'train': "s3://sagemaker-us-east-1-395392234776/dogImages/",     
#'valid': path + '/valid',  
#'test': path + '/test'     
}, wait=True)

toc = process_time()
print(toc-tic)

No finished training job found associated with this estimator. Please make sure this estimator is only used for building workflow config
No finished training job found associated with this estimator. Please make sure this estimator is only used for building workflow config

Using provided s3_resource
..................................................................................................................!
0.6536598259999997
In [8]:
#best_estimator = #TODO
best_estimator = tuner.best_estimator()

#Get the hyperparameters of the best trained model
best_estimator.hyperparameters()

lr_b = float(best_estimator.hyperparameters()["lr"])
epochs_b = int(best_estimator.hyperparameters()['epochs'])
#batch_size_b = int(best_estimator.hyperparameters()['batch_size']
batch_size_b = int(best_estimator.hyperparameters()['batch_size'].replace('"', ""))

print("Best hyperparameters from hpo:")
print("lr:",lr_b)
print("batch_size:",batch_size_b)
print("epochs:",epochs_b)

hyperparameters_best = {
    "lr": lr_b,
    "batch_size": batch_size_b,
    "epochs": epochs_b
}

2023-08-24 03:09:41 Starting - Found matching resource for reuse
2023-08-24 03:09:41 Downloading - Downloading input data
2023-08-24 03:09:41 Training - Training image download completed. Training in progress.
2023-08-24 03:09:41 Uploading - Uploading generated training model
2023-08-24 03:09:41 Completed - Resource retained for reuse
Best hyperparameters from hpo:
lr: 0.0011532892435787902
batch_size: 64
epochs: 6

Model Profiling and Debugging¶

TODO: Using the best hyperparameters, create and finetune a new model

Note: You will need to use the train_model.py script to perform model profiling and debugging.

In [9]:
# TODO: Set up debugging and profiling rules and hooks
#https://knowledge.udacity.com/questions/756730 dijeron la sugerencia del mentor.

from sagemaker.debugger import Rule, ProfilerRule, rule_configs
from sagemaker.debugger import (
    DebuggerHookConfig,
    CollectionConfig,
    ProfilerConfig,
    FrameworkProfile
)

rules = [
    Rule.sagemaker(rule_configs.vanishing_gradient()),
    Rule.sagemaker(rule_configs.overfit()),
    Rule.sagemaker(rule_configs.overtraining()),
    Rule.sagemaker(rule_configs.poor_weight_initialization()),
    ProfilerRule.sagemaker(rule_configs.ProfilerReport()),
]
collection_configs=[CollectionConfig(name="CrossEntropyLoss_output_0",parameters={
    "include_regex": "CrossEntropyLoss_output_0", "train.save_interval": "10","eval.save_interval": "1"})]
# ok
profiler_config = ProfilerConfig(
    #system_monitor_interval_millis=500, framework_profile_params=FrameworkProfile(num_steps=10)
    system_monitor_interval_millis=500, framework_profile_params=FrameworkProfile(num_steps=1)
)
debugger_config=DebuggerHookConfig(
    collection_configs=collection_configs
)

Framework profiling will be deprecated from tensorflow 2.12 and pytorch 2.0 in sagemaker>=2.
See: https://sagemaker.readthedocs.io/en/stable/v2.html for details.
In [10]:
# TODO: Create and fit an estimator
estimator = PyTorch(entry_point = 'train_model.py',
                                    role = role,
                                    instance_count=1,
                                    instance_type = 'ml.m5.2xlarge',
                                    py_version = 'py36',
                                    framework_version = '1.6',
                                    hyperparameters = hyperparameters_best,
                                    profiler_config = profiler_config, 
                                    debugger_hook_config = debugger_config, 
                                    rules = rules )
estimator.fit({'train': "s3://sagemaker-us-east-1-395392234776/dogImages/"}, wait=True)

Using provided s3_resource

INFO:sagemaker.image_uris:image_uri is not presented, retrieving image_uri based on instance_type, framework etc.
INFO:sagemaker:Creating training-job with name: pytorch-training-2023-08-24-03-09-51-807

2023-08-24 03:09:52 Starting - Starting the training job...VanishingGradient: InProgress
Overfit: InProgress
Overtraining: InProgress
PoorWeightInitialization: InProgress
ProfilerReport: InProgress
...............
2023-08-24 03:12:47 Starting - Preparing the instances for training...
2023-08-24 03:13:17 Downloading - Downloading input data......
2023-08-24 03:14:24 Training - Training image download completed. Training in progress..bash: cannot set terminal process group (-1): Inappropriate ioctl for device
bash: no job control in this shell
2023-08-24 03:14:22,569 sagemaker-training-toolkit INFO     Imported framework sagemaker_pytorch_container.training
2023-08-24 03:14:22,571 sagemaker-training-toolkit INFO     No GPUs detected (normal if no gpus installed)
2023-08-24 03:14:22,582 sagemaker_pytorch_container.training INFO     Block until all host DNS lookups succeed.
2023-08-24 03:14:22,584 sagemaker_pytorch_container.training INFO     Invoking user training script.
2023-08-24 03:14:22,727 sagemaker-training-toolkit INFO     No GPUs detected (normal if no gpus installed)
2023-08-24 03:14:22,740 sagemaker-training-toolkit INFO     No GPUs detected (normal if no gpus installed)
2023-08-24 03:14:22,752 sagemaker-training-toolkit INFO     No GPUs detected (normal if no gpus installed)
2023-08-24 03:14:22,763 sagemaker-training-toolkit INFO     Invoking user script
Training Env:
{
    "additional_framework_parameters": {},
    "channel_input_dirs": {
        "train": "/opt/ml/input/data/train"
    },
    "current_host": "algo-1",
    "framework_module": "sagemaker_pytorch_container.training:main",
    "hosts": [
        "algo-1"
    ],
    "hyperparameters": {
        "batch_size": 64,
        "epochs": 6,
        "lr": 0.0011532892435787902
    },
    "input_config_dir": "/opt/ml/input/config",
    "input_data_config": {
        "train": {
            "TrainingInputMode": "File",
            "S3DistributionType": "FullyReplicated",
            "RecordWrapperType": "None"
        }
    },
    "input_dir": "/opt/ml/input",
    "is_master": true,
    "job_name": "pytorch-training-2023-08-24-03-09-51-807",
    "log_level": 20,
    "master_hostname": "algo-1",
    "model_dir": "/opt/ml/model",
    "module_dir": "s3://sagemaker-us-east-1-395392234776/pytorch-training-2023-08-24-03-09-51-807/source/sourcedir.tar.gz",
    "module_name": "train_model",
    "network_interface_name": "eth0",
    "num_cpus": 8,
    "num_gpus": 0,
    "output_data_dir": "/opt/ml/output/data",
    "output_dir": "/opt/ml/output",
    "output_intermediate_dir": "/opt/ml/output/intermediate",
    "resource_config": {
        "current_host": "algo-1",
        "current_instance_type": "ml.m5.2xlarge",
        "current_group_name": "homogeneousCluster",
        "hosts": [
            "algo-1"
        ],
        "instance_groups": [
            {
                "instance_group_name": "homogeneousCluster",
                "instance_type": "ml.m5.2xlarge",
                "hosts": [
                    "algo-1"
                ]
            }
        ],
        "network_interface_name": "eth0"
    },
    "user_entry_point": "train_model.py"
}
Environment variables:
SM_HOSTS=["algo-1"]
SM_NETWORK_INTERFACE_NAME=eth0
SM_HPS={"batch_size":64,"epochs":6,"lr":0.0011532892435787902}
SM_USER_ENTRY_POINT=train_model.py
SM_FRAMEWORK_PARAMS={}
SM_RESOURCE_CONFIG={"current_group_name":"homogeneousCluster","current_host":"algo-1","current_instance_type":"ml.m5.2xlarge","hosts":["algo-1"],"instance_groups":[{"hosts":["algo-1"],"instance_group_name":"homogeneousCluster","instance_type":"ml.m5.2xlarge"}],"network_interface_name":"eth0"}
SM_INPUT_DATA_CONFIG={"train":{"RecordWrapperType":"None","S3DistributionType":"FullyReplicated","TrainingInputMode":"File"}}
SM_OUTPUT_DATA_DIR=/opt/ml/output/data
SM_CHANNELS=["train"]
SM_CURRENT_HOST=algo-1
SM_MODULE_NAME=train_model
SM_LOG_LEVEL=20
SM_FRAMEWORK_MODULE=sagemaker_pytorch_container.training:main
SM_INPUT_DIR=/opt/ml/input
SM_INPUT_CONFIG_DIR=/opt/ml/input/config
SM_OUTPUT_DIR=/opt/ml/output
SM_NUM_CPUS=8
SM_NUM_GPUS=0
SM_MODEL_DIR=/opt/ml/model
SM_MODULE_DIR=s3://sagemaker-us-east-1-395392234776/pytorch-training-2023-08-24-03-09-51-807/source/sourcedir.tar.gz
SM_TRAINING_ENV={"additional_framework_parameters":{},"channel_input_dirs":{"train":"/opt/ml/input/data/train"},"current_host":"algo-1","framework_module":"sagemaker_pytorch_container.training:main","hosts":["algo-1"],"hyperparameters":{"batch_size":64,"epochs":6,"lr":0.0011532892435787902},"input_config_dir":"/opt/ml/input/config","input_data_config":{"train":{"RecordWrapperType":"None","S3DistributionType":"FullyReplicated","TrainingInputMode":"File"}},"input_dir":"/opt/ml/input","is_master":true,"job_name":"pytorch-training-2023-08-24-03-09-51-807","log_level":20,"master_hostname":"algo-1","model_dir":"/opt/ml/model","module_dir":"s3://sagemaker-us-east-1-395392234776/pytorch-training-2023-08-24-03-09-51-807/source/sourcedir.tar.gz","module_name":"train_model","network_interface_name":"eth0","num_cpus":8,"num_gpus":0,"output_data_dir":"/opt/ml/output/data","output_dir":"/opt/ml/output","output_intermediate_dir":"/opt/ml/output/intermediate","resource_config":{"current_group_name":"homogeneousCluster","current_host":"algo-1","current_instance_type":"ml.m5.2xlarge","hosts":["algo-1"],"instance_groups":[{"hosts":["algo-1"],"instance_group_name":"homogeneousCluster","instance_type":"ml.m5.2xlarge"}],"network_interface_name":"eth0"},"user_entry_point":"train_model.py"}
SM_USER_ARGS=["--batch_size","64","--epochs","6","--lr","0.0011532892435787902"]
SM_OUTPUT_INTERMEDIATE_DIR=/opt/ml/output/intermediate
SM_CHANNEL_TRAIN=/opt/ml/input/data/train
SM_HP_BATCH_SIZE=64
SM_HP_EPOCHS=6
SM_HP_LR=0.0011532892435787902
PYTHONPATH=/opt/ml/code:/opt/conda/bin:/opt/conda/lib/python36.zip:/opt/conda/lib/python3.6:/opt/conda/lib/python3.6/lib-dynload:/opt/conda/lib/python3.6/site-packages
Invoking script with the following command:
/opt/conda/bin/python3.6 train_model.py --batch_size 64 --epochs 6 --lr 0.0011532892435787902
[2023-08-24 03:14:23.407 algo-1:27 INFO utils.py:27] RULE_JOB_STOP_SIGNAL_FILENAME: None
[2023-08-24 03:14:23.597 algo-1:27 INFO profiler_config_parser.py:102] Using config at /opt/ml/input/config/profilerconfig.json.
[2023-08-24 03:14:25.673 algo-1:27 INFO json_config.py:91] Creating hook from json_config at /opt/ml/input/config/debughookconfig.json.
[2023-08-24 03:14:25.675 algo-1:27 INFO hook.py:199] tensorboard_dir has not been set for the hook. SMDebug will not be exporting tensorboard summaries.
[2023-08-24 03:14:25.676 algo-1:27 INFO hook.py:253] Saving to /opt/ml/output/tensors
[2023-08-24 03:14:25.676 algo-1:27 INFO state_store.py:77] The checkpoint config file /opt/ml/input/config/checkpointconfig.json does not exist.
[2023-08-24 03:14:25.698 algo-1:27 INFO hook.py:584] name:conv1.weight count_params:9408
[2023-08-24 03:14:25.699 algo-1:27 INFO hook.py:584] name:bn1.weight count_params:64
[2023-08-24 03:14:25.699 algo-1:27 INFO hook.py:584] name:bn1.bias count_params:64
[2023-08-24 03:14:25.699 algo-1:27 INFO hook.py:584] name:layer1.0.conv1.weight count_params:4096
[2023-08-24 03:14:25.700 algo-1:27 INFO hook.py:584] name:layer1.0.bn1.weight count_params:64
[2023-08-24 03:14:25.700 algo-1:27 INFO hook.py:584] name:layer1.0.bn1.bias count_params:64
[2023-08-24 03:14:25.700 algo-1:27 INFO hook.py:584] name:layer1.0.conv2.weight count_params:36864
[2023-08-24 03:14:25.700 algo-1:27 INFO hook.py:584] name:layer1.0.bn2.weight count_params:64
[2023-08-24 03:14:25.701 algo-1:27 INFO hook.py:584] name:layer1.0.bn2.bias count_params:64
[2023-08-24 03:14:25.701 algo-1:27 INFO hook.py:584] name:layer1.0.conv3.weight count_params:16384
[2023-08-24 03:14:25.701 algo-1:27 INFO hook.py:584] name:layer1.0.bn3.weight count_params:256
[2023-08-24 03:14:25.701 algo-1:27 INFO hook.py:584] name:layer1.0.bn3.bias count_params:256
[2023-08-24 03:14:25.702 algo-1:27 INFO hook.py:584] name:layer1.0.downsample.0.weight count_params:16384
[2023-08-24 03:14:25.702 algo-1:27 INFO hook.py:584] name:layer1.0.downsample.1.weight count_params:256
[2023-08-24 03:14:25.702 algo-1:27 INFO hook.py:584] name:layer1.0.downsample.1.bias count_params:256
[2023-08-24 03:14:25.703 algo-1:27 INFO hook.py:584] name:layer1.1.conv1.weight count_params:16384
[2023-08-24 03:14:25.703 algo-1:27 INFO hook.py:584] name:layer1.1.bn1.weight count_params:64
[2023-08-24 03:14:25.703 algo-1:27 INFO hook.py:584] name:layer1.1.bn1.bias count_params:64
[2023-08-24 03:14:25.703 algo-1:27 INFO hook.py:584] name:layer1.1.conv2.weight count_params:36864
[2023-08-24 03:14:25.704 algo-1:27 INFO hook.py:584] name:layer1.1.bn2.weight count_params:64
[2023-08-24 03:14:25.704 algo-1:27 INFO hook.py:584] name:layer1.1.bn2.bias count_params:64
[2023-08-24 03:14:25.704 algo-1:27 INFO hook.py:584] name:layer1.1.conv3.weight count_params:16384
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[2023-08-24 03:14:25.721 algo-1:27 INFO hook.py:584] name:layer3.1.bn1.weight count_params:256
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[2023-08-24 03:14:25.722 algo-1:27 INFO hook.py:584] name:layer3.1.bn3.weight count_params:1024
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[2023-08-24 03:14:25.723 algo-1:27 INFO hook.py:584] name:layer3.2.bn1.weight count_params:256
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[2023-08-24 03:14:25.724 algo-1:27 INFO hook.py:584] name:layer3.2.bn2.weight count_params:256
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[2023-08-24 03:14:25.724 algo-1:27 INFO hook.py:584] name:layer3.2.bn3.weight count_params:1024
[2023-08-24 03:14:25.725 algo-1:27 INFO hook.py:584] name:layer3.2.bn3.bias count_params:1024
[2023-08-24 03:14:25.725 algo-1:27 INFO hook.py:584] name:layer3.3.conv1.weight count_params:262144
[2023-08-24 03:14:25.725 algo-1:27 INFO hook.py:584] name:layer3.3.bn1.weight count_params:256
[2023-08-24 03:14:25.725 algo-1:27 INFO hook.py:584] name:layer3.3.bn1.bias count_params:256
[2023-08-24 03:14:25.726 algo-1:27 INFO hook.py:584] name:layer3.3.conv2.weight count_params:589824
[2023-08-24 03:14:25.726 algo-1:27 INFO hook.py:584] name:layer3.3.bn2.weight count_params:256
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[2023-08-24 03:14:25.732 algo-1:27 INFO hook.py:584] name:layer4.0.bn1.weight count_params:512
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[2023-08-24 03:14:25.733 algo-1:27 INFO hook.py:584] name:layer4.0.bn2.weight count_params:512
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[2023-08-24 03:14:25.733 algo-1:27 INFO hook.py:584] name:layer4.0.bn3.weight count_params:2048
[2023-08-24 03:14:25.734 algo-1:27 INFO hook.py:584] name:layer4.0.bn3.bias count_params:2048
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[2023-08-24 03:14:25.734 algo-1:27 INFO hook.py:584] name:layer4.0.downsample.1.weight count_params:2048
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[2023-08-24 03:14:25.735 algo-1:27 INFO hook.py:584] name:layer4.1.conv1.weight count_params:1048576
[2023-08-24 03:14:25.735 algo-1:27 INFO hook.py:584] name:layer4.1.bn1.weight count_params:512
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[2023-08-24 03:14:25.736 algo-1:27 INFO hook.py:584] name:layer4.1.bn2.weight count_params:512
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[2023-08-24 03:14:25.736 algo-1:27 INFO hook.py:584] name:layer4.1.conv3.weight count_params:1048576
[2023-08-24 03:14:25.736 algo-1:27 INFO hook.py:584] name:layer4.1.bn3.weight count_params:2048
[2023-08-24 03:14:25.737 algo-1:27 INFO hook.py:584] name:layer4.1.bn3.bias count_params:2048
[2023-08-24 03:14:25.737 algo-1:27 INFO hook.py:584] name:layer4.2.conv1.weight count_params:1048576
[2023-08-24 03:14:25.737 algo-1:27 INFO hook.py:584] name:layer4.2.bn1.weight count_params:512
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[2023-08-24 03:14:25.738 algo-1:27 INFO hook.py:584] name:layer4.2.conv2.weight count_params:2359296
[2023-08-24 03:14:25.738 algo-1:27 INFO hook.py:584] name:layer4.2.bn2.weight count_params:512
[2023-08-24 03:14:25.738 algo-1:27 INFO hook.py:584] name:layer4.2.bn2.bias count_params:512
[2023-08-24 03:14:25.738 algo-1:27 INFO hook.py:584] name:layer4.2.conv3.weight count_params:1048576
[2023-08-24 03:14:25.739 algo-1:27 INFO hook.py:584] name:layer4.2.bn3.weight count_params:2048
[2023-08-24 03:14:25.739 algo-1:27 INFO hook.py:584] name:layer4.2.bn3.bias count_params:2048
[2023-08-24 03:14:25.739 algo-1:27 INFO hook.py:584] name:fc.0.weight count_params:524288
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[2023-08-24 03:14:25.740 algo-1:27 INFO hook.py:584] name:fc.2.weight count_params:32768
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[2023-08-24 03:14:25.740 algo-1:27 INFO hook.py:584] name:fc.4.weight count_params:17024
[2023-08-24 03:14:25.740 algo-1:27 INFO hook.py:584] name:fc.4.bias count_params:133
[2023-08-24 03:14:25.741 algo-1:27 INFO hook.py:586] Total Trainable Params: 24082629
[2023-08-24 03:14:26.859 algo-1:27 INFO hook.py:413] Monitoring the collections: relu_input, CrossEntropyLoss_output_0, gradients, losses
[2023-08-24 03:14:26.861 algo-1:27 INFO python_profiler.py:182] Dumping cProfile stats to /opt/ml/output/profiler/framework/pytorch/cprofile/27-algo-1/prestepzero-*-start-1692846863598122.8_train-0-stepstart-1692846866860731.5/python_stats.
[2023-08-24 03:14:26.881 algo-1:27 INFO hook.py:476] Hook is writing from the hook with pid: 27
[2023-08-24 03:14:38.818 algo-1:27 INFO python_profiler.py:182] Dumping cProfile stats to /opt/ml/output/profiler/framework/pytorch/cprofile/27-algo-1/train-0-stepstart-1692846866872870.0_train-0-forwardpassend-1692846878817799.2/python_stats.
[2023-08-24 03:14:47.601 algo-1:27 INFO python_profiler.py:182] Dumping cProfile stats to /opt/ml/output/profiler/framework/pytorch/cprofile/27-algo-1/train-0-forwardpassend-1692846878821041.8_train-1-stepstart-1692846887601301.5/python_stats.
VanishingGradient: InProgress
Overfit: InProgress
Overtraining: InProgress
PoorWeightInitialization: IssuesFound
Validation set: Average accuracy: 62.15568862275449%
VanishingGradient: InProgress
Overfit: InProgress
Overtraining: IssuesFound
PoorWeightInitialization: IssuesFound
Validation set: Average accuracy: 74.8502994011976%
Validation set: Average accuracy: 76.52694610778443%
Validation set: Average accuracy: 76.2874251497006%
Validation set: Average accuracy: 79.1616766467066%
Validation set: Average accuracy: 80.35928143712574%

2023-08-24 05:02:57 Uploading - Uploading generated training modelTest set: Average loss: 0.01168080504858893, Average accuracy: 78.70813397129187%
Saving the model
Model saved
Downloading: "https://download.pytorch.org/models/resnet50-19c8e357.pth" to /root/.cache/torch/hub/checkpoints/resnet50-19c8e357.pth
#015  0%|          | 0.00/97.8M [00:00<?, ?B/s]#015  9%|▉         | 8.96M/97.8M [00:00<00:00, 93.9MB/s]#015 18%|█▊        | 18.0M/97.8M [00:00<00:00, 94.3MB/s]#015 28%|██▊       | 27.2M/97.8M [00:00<00:00, 94.8MB/s]#015 37%|███▋      | 36.4M/97.8M [00:00<00:00, 95.2MB/s]#015 47%|████▋     | 45.6M/97.8M [00:00<00:00, 95.7MB/s]#015 56%|█████▌    | 54.9M/97.8M [00:00<00:00, 96.1MB/s]#015 66%|██████▌   | 64.1M/97.8M [00:00<00:00, 96.4MB/s]#015 75%|███████▌  | 73.4M/97.8M [00:00<00:00, 96.6MB/s]#015 84%|████████▍ | 82.3M/97.8M [00:00<00:00, 95.7MB/s]#015 94%|█████████▎| 91.6M/97.8M [00:01<00:00, 96.1MB/s]#015100%|██████████| 97.8M/97.8M [00:01<00:00, 96.0MB/s]
INFO:__main__:Validation set: Average accuracy: 62.15568862275449%
INFO:__main__:Validation set: Average accuracy: 74.8502994011976%
INFO:__main__:Validation set: Average accuracy: 76.52694610778443%
INFO:__main__:Validation set: Average accuracy: 76.2874251497006%
INFO:__main__:Validation set: Average accuracy: 79.1616766467066%
INFO:__main__:Validation set: Average accuracy: 80.35928143712574%
INFO:__main__:Test set: Average loss: 0.01168080504858893, Average accuracy: 78.70813397129187%
INFO:__main__:Saving the model
INFO:__main__:Model saved
2023-08-24 05:02:51,159 sagemaker-training-toolkit INFO     Reporting training SUCCESS

2023-08-24 05:03:28 Completed - Training job completed
VanishingGradient: NoIssuesFound
Overfit: NoIssuesFound
Overtraining: IssuesFound
PoorWeightInitialization: IssuesFound
ProfilerReport: NoIssuesFound
Training seconds: 6609
Billable seconds: 6609
In [11]:
job_name = estimator.latest_training_job.name
client = estimator.sagemaker_session.sagemaker_client
description = client.describe_training_job(TrainingJobName=estimator.latest_training_job.name)

print(f"Jobname: {job_name}")
print(f"Client: {client}")
print(f"Description: {description}")

Jobname: pytorch-training-2023-08-24-03-09-51-807
Client: <botocore.client.SageMaker object at 0x7f7ab7d31150>
Description: {'TrainingJobName': 'pytorch-training-2023-08-24-03-09-51-807', 'TrainingJobArn': 'arn:aws:sagemaker:us-east-1:395392234776:training-job/pytorch-training-2023-08-24-03-09-51-807', 'ModelArtifacts': {'S3ModelArtifacts': 's3://sagemaker-us-east-1-395392234776/pytorch-training-2023-08-24-03-09-51-807/output/model.tar.gz'}, 'TrainingJobStatus': 'Completed', 'SecondaryStatus': 'Completed', 'HyperParameters': {'batch_size': '64', 'epochs': '6', 'lr': '0.0011532892435787902', 'sagemaker_container_log_level': '20', 'sagemaker_job_name': '"pytorch-training-2023-08-24-03-09-51-807"', 'sagemaker_program': '"train_model.py"', 'sagemaker_region': '"us-east-1"', 'sagemaker_submit_directory': '"s3://sagemaker-us-east-1-395392234776/pytorch-training-2023-08-24-03-09-51-807/source/sourcedir.tar.gz"'}, 'AlgorithmSpecification': {'TrainingImage': '763104351884.dkr.ecr.us-east-1.amazonaws.com/pytorch-training:1.6-cpu-py36', 'TrainingInputMode': 'File', 'EnableSageMakerMetricsTimeSeries': True}, 'RoleArn': 'arn:aws:iam::395392234776:role/service-role/AmazonSageMaker-ExecutionRole-20230804T110681', 'InputDataConfig': [{'ChannelName': 'train', 'DataSource': {'S3DataSource': {'S3DataType': 'S3Prefix', 'S3Uri': 's3://sagemaker-us-east-1-395392234776/dogImages/', 'S3DataDistributionType': 'FullyReplicated'}}, 'CompressionType': 'None', 'RecordWrapperType': 'None'}], 'OutputDataConfig': {'KmsKeyId': '', 'S3OutputPath': 's3://sagemaker-us-east-1-395392234776/', 'CompressionType': 'GZIP'}, 'ResourceConfig': {'InstanceType': 'ml.m5.2xlarge', 'InstanceCount': 1, 'VolumeSizeInGB': 30}, 'StoppingCondition': {'MaxRuntimeInSeconds': 86400}, 'CreationTime': datetime.datetime(2023, 8, 24, 3, 9, 52, 450000, tzinfo=tzlocal()), 'TrainingStartTime': datetime.datetime(2023, 8, 24, 3, 13, 0, 485000, tzinfo=tzlocal()), 'TrainingEndTime': datetime.datetime(2023, 8, 24, 5, 3, 9, 583000, tzinfo=tzlocal()), 'LastModifiedTime': datetime.datetime(2023, 8, 24, 5, 3, 28, 518000, tzinfo=tzlocal()), 'SecondaryStatusTransitions': [{'Status': 'Starting', 'StartTime': datetime.datetime(2023, 8, 24, 3, 9, 52, 450000, tzinfo=tzlocal()), 'EndTime': datetime.datetime(2023, 8, 24, 3, 13, 0, 485000, tzinfo=tzlocal()), 'StatusMessage': 'Preparing the instances for training'}, {'Status': 'Downloading', 'StartTime': datetime.datetime(2023, 8, 24, 3, 13, 0, 485000, tzinfo=tzlocal()), 'EndTime': datetime.datetime(2023, 8, 24, 3, 14, 6, 29000, tzinfo=tzlocal()), 'StatusMessage': 'Downloading input data'}, {'Status': 'Training', 'StartTime': datetime.datetime(2023, 8, 24, 3, 14, 6, 29000, tzinfo=tzlocal()), 'EndTime': datetime.datetime(2023, 8, 24, 5, 2, 54, 194000, tzinfo=tzlocal()), 'StatusMessage': 'Training image download completed. Training in progress.'}, {'Status': 'Uploading', 'StartTime': datetime.datetime(2023, 8, 24, 5, 2, 54, 194000, tzinfo=tzlocal()), 'EndTime': datetime.datetime(2023, 8, 24, 5, 3, 9, 583000, tzinfo=tzlocal()), 'StatusMessage': 'Uploading generated training model'}, {'Status': 'Completed', 'StartTime': datetime.datetime(2023, 8, 24, 5, 3, 9, 583000, tzinfo=tzlocal()), 'EndTime': datetime.datetime(2023, 8, 24, 5, 3, 9, 583000, tzinfo=tzlocal()), 'StatusMessage': 'Training job completed'}], 'EnableNetworkIsolation': False, 'EnableInterContainerTrafficEncryption': False, 'EnableManagedSpotTraining': False, 'TrainingTimeInSeconds': 6609, 'BillableTimeInSeconds': 6609, 'DebugHookConfig': {'S3OutputPath': 's3://sagemaker-us-east-1-395392234776/', 'CollectionConfigurations': [{'CollectionName': 'gradients', 'CollectionParameters': {'save_interval': '500'}}, {'CollectionName': 'relu_input', 'CollectionParameters': {'include_regex': '.*relu_input', 'save_interval': '500'}}, {'CollectionName': 'CrossEntropyLoss_output_0', 'CollectionParameters': {'eval.save_interval': '1', 'include_regex': 'CrossEntropyLoss_output_0', 'train.save_interval': '10'}}]}, 'DebugRuleConfigurations': [{'RuleConfigurationName': 'VanishingGradient', 'RuleEvaluatorImage': '503895931360.dkr.ecr.us-east-1.amazonaws.com/sagemaker-debugger-rules:latest', 'VolumeSizeInGB': 0, 'RuleParameters': {'rule_to_invoke': 'VanishingGradient'}}, {'RuleConfigurationName': 'Overfit', 'RuleEvaluatorImage': '503895931360.dkr.ecr.us-east-1.amazonaws.com/sagemaker-debugger-rules:latest', 'VolumeSizeInGB': 0, 'RuleParameters': {'rule_to_invoke': 'Overfit'}}, {'RuleConfigurationName': 'Overtraining', 'RuleEvaluatorImage': '503895931360.dkr.ecr.us-east-1.amazonaws.com/sagemaker-debugger-rules:latest', 'VolumeSizeInGB': 0, 'RuleParameters': {'rule_to_invoke': 'Overtraining'}}, {'RuleConfigurationName': 'PoorWeightInitialization', 'RuleEvaluatorImage': '503895931360.dkr.ecr.us-east-1.amazonaws.com/sagemaker-debugger-rules:latest', 'VolumeSizeInGB': 0, 'RuleParameters': {'rule_to_invoke': 'PoorWeightInitialization'}}], 'DebugRuleEvaluationStatuses': [{'RuleConfigurationName': 'VanishingGradient', 'RuleEvaluationJobArn': 'arn:aws:sagemaker:us-east-1:395392234776:processing-job/pytorch-training-2023-08-2-VanishingGradient-7b061518', 'RuleEvaluationStatus': 'NoIssuesFound', 'LastModifiedTime': datetime.datetime(2023, 8, 24, 5, 3, 17, 290000, tzinfo=tzlocal())}, {'RuleConfigurationName': 'Overfit', 'RuleEvaluationJobArn': 'arn:aws:sagemaker:us-east-1:395392234776:processing-job/pytorch-training-2023-08-2-Overfit-30b2d793', 'RuleEvaluationStatus': 'NoIssuesFound', 'LastModifiedTime': datetime.datetime(2023, 8, 24, 5, 3, 17, 290000, tzinfo=tzlocal())}, {'RuleConfigurationName': 'Overtraining', 'RuleEvaluationJobArn': 'arn:aws:sagemaker:us-east-1:395392234776:processing-job/pytorch-training-2023-08-2-Overtraining-773cb042', 'RuleEvaluationStatus': 'IssuesFound', 'StatusDetails': 'RuleEvaluationConditionMet: Evaluation of the rule Overtraining at step 117 resulted in the condition being met\n', 'LastModifiedTime': datetime.datetime(2023, 8, 24, 5, 3, 17, 290000, tzinfo=tzlocal())}, {'RuleConfigurationName': 'PoorWeightInitialization', 'RuleEvaluationJobArn': 'arn:aws:sagemaker:us-east-1:395392234776:processing-job/pytorch-training-2023-08-2-PoorWeightInitialization-25a7c95f', 'RuleEvaluationStatus': 'IssuesFound', 'StatusDetails': 'RuleEvaluationConditionMet: Evaluation of the rule PoorWeightInitialization at step 0 resulted in the condition being met\n', 'LastModifiedTime': datetime.datetime(2023, 8, 24, 5, 3, 17, 290000, tzinfo=tzlocal())}], 'ProfilerConfig': {'S3OutputPath': 's3://sagemaker-us-east-1-395392234776/', 'ProfilingIntervalInMilliseconds': 500, 'ProfilingParameters': {'DataloaderProfilingConfig': '{"StartStep": 0, "NumSteps": 1, "MetricsRegex": ".*", }', 'DetailedProfilingConfig': '{"StartStep": 0, "NumSteps": 1, }', 'FileOpenFailThreshold': '50', 'HorovodProfilingConfig': '{"StartStep": 0, "NumSteps": 1, }', 'LocalPath': '/opt/ml/output/profiler', 'PythonProfilingConfig': '{"StartStep": 0, "NumSteps": 1, "ProfilerName": "cprofile", "cProfileTimer": "total_time", }', 'RotateFileCloseIntervalInSeconds': '60', 'RotateMaxFileSizeInBytes': '10485760', 'SMDataParallelProfilingConfig': '{"StartStep": 0, "NumSteps": 1, }'}, 'DisableProfiler': False}, 'ProfilerRuleConfigurations': [{'RuleConfigurationName': 'ProfilerReport', 'RuleEvaluatorImage': '503895931360.dkr.ecr.us-east-1.amazonaws.com/sagemaker-debugger-rules:latest', 'VolumeSizeInGB': 0, 'RuleParameters': {'rule_to_invoke': 'ProfilerReport'}}], 'ProfilerRuleEvaluationStatuses': [{'RuleConfigurationName': 'ProfilerReport', 'RuleEvaluationJobArn': 'arn:aws:sagemaker:us-east-1:395392234776:processing-job/pytorch-training-2023-08-2-ProfilerReport-18618a8b', 'RuleEvaluationStatus': 'NoIssuesFound', 'LastModifiedTime': datetime.datetime(2023, 8, 24, 5, 3, 28, 514000, tzinfo=tzlocal())}], 'ProfilingStatus': 'Enabled', 'ResponseMetadata': {'RequestId': 'c2744775-c284-42eb-8268-106c28bb8cde', 'HTTPStatusCode': 200, 'HTTPHeaders': {'x-amzn-requestid': 'c2744775-c284-42eb-8268-106c28bb8cde', 'content-type': 'application/x-amz-json-1.1', 'content-length': '6969', 'date': 'Thu, 24 Aug 2023 05:03:47 GMT'}, 'RetryAttempts': 0}}

TODO: Is there some anomalous behaviour in your debugging output? If so, what is the error and how will you fix it?
TODO: If not, suppose there was an error. What would that error look like and how would you have fixed it?

In [12]:
rule_output_path = estimator.output_path + estimator.latest_training_job.job_name + "/rule-output"
print('Profiler report location: {}'.format(rule_output_path))

Profiler report location: s3://sagemaker-us-east-1-395392234776/pytorch-training-2023-08-24-03-09-51-807/rule-output
In [13]:
! aws s3 ls {rule_output_path} --recursive

2023-08-24 05:03:05     375500 pytorch-training-2023-08-24-03-09-51-807/rule-output/ProfilerReport/profiler-output/profiler-report.html
2023-08-24 05:03:04     223455 pytorch-training-2023-08-24-03-09-51-807/rule-output/ProfilerReport/profiler-output/profiler-report.ipynb
2023-08-24 05:03:00        193 pytorch-training-2023-08-24-03-09-51-807/rule-output/ProfilerReport/profiler-output/profiler-reports/BatchSize.json
2023-08-24 05:03:00        201 pytorch-training-2023-08-24-03-09-51-807/rule-output/ProfilerReport/profiler-output/profiler-reports/CPUBottleneck.json
2023-08-24 05:03:00       1836 pytorch-training-2023-08-24-03-09-51-807/rule-output/ProfilerReport/profiler-output/profiler-reports/Dataloader.json
2023-08-24 05:03:00        127 pytorch-training-2023-08-24-03-09-51-807/rule-output/ProfilerReport/profiler-output/profiler-reports/GPUMemoryIncrease.json
2023-08-24 05:03:00        200 pytorch-training-2023-08-24-03-09-51-807/rule-output/ProfilerReport/profiler-output/profiler-reports/IOBottleneck.json
2023-08-24 05:03:00        119 pytorch-training-2023-08-24-03-09-51-807/rule-output/ProfilerReport/profiler-output/profiler-reports/LoadBalancing.json
2023-08-24 05:03:00        151 pytorch-training-2023-08-24-03-09-51-807/rule-output/ProfilerReport/profiler-output/profiler-reports/LowGPUUtilization.json
2023-08-24 05:03:00        232 pytorch-training-2023-08-24-03-09-51-807/rule-output/ProfilerReport/profiler-output/profiler-reports/MaxInitializationTime.json
2023-08-24 05:03:00       1430 pytorch-training-2023-08-24-03-09-51-807/rule-output/ProfilerReport/profiler-output/profiler-reports/OverallFrameworkMetrics.json
2023-08-24 05:03:00        476 pytorch-training-2023-08-24-03-09-51-807/rule-output/ProfilerReport/profiler-output/profiler-reports/OverallSystemUsage.json
2023-08-24 05:03:00       2171 pytorch-training-2023-08-24-03-09-51-807/rule-output/ProfilerReport/profiler-output/profiler-reports/StepOutlier.json
In [14]:
! aws s3 cp {rule_output_path} ./ --recursive

download: s3://sagemaker-us-east-1-395392234776/pytorch-training-2023-08-24-03-09-51-807/rule-output/ProfilerReport/profiler-output/profiler-reports/CPUBottleneck.json to ProfilerReport/profiler-output/profiler-reports/CPUBottleneck.json
download: s3://sagemaker-us-east-1-395392234776/pytorch-training-2023-08-24-03-09-51-807/rule-output/ProfilerReport/profiler-output/profiler-report.html to ProfilerReport/profiler-output/profiler-report.html
download: s3://sagemaker-us-east-1-395392234776/pytorch-training-2023-08-24-03-09-51-807/rule-output/ProfilerReport/profiler-output/profiler-reports/Dataloader.json to ProfilerReport/profiler-output/profiler-reports/Dataloader.json
download: s3://sagemaker-us-east-1-395392234776/pytorch-training-2023-08-24-03-09-51-807/rule-output/ProfilerReport/profiler-output/profiler-report.ipynb to ProfilerReport/profiler-output/profiler-report.ipynb
download: s3://sagemaker-us-east-1-395392234776/pytorch-training-2023-08-24-03-09-51-807/rule-output/ProfilerReport/profiler-output/profiler-reports/BatchSize.json to ProfilerReport/profiler-output/profiler-reports/BatchSize.json
download: s3://sagemaker-us-east-1-395392234776/pytorch-training-2023-08-24-03-09-51-807/rule-output/ProfilerReport/profiler-output/profiler-reports/GPUMemoryIncrease.json to ProfilerReport/profiler-output/profiler-reports/GPUMemoryIncrease.json
download: s3://sagemaker-us-east-1-395392234776/pytorch-training-2023-08-24-03-09-51-807/rule-output/ProfilerReport/profiler-output/profiler-reports/OverallFrameworkMetrics.json to ProfilerReport/profiler-output/profiler-reports/OverallFrameworkMetrics.json
download: s3://sagemaker-us-east-1-395392234776/pytorch-training-2023-08-24-03-09-51-807/rule-output/ProfilerReport/profiler-output/profiler-reports/LowGPUUtilization.json to ProfilerReport/profiler-output/profiler-reports/LowGPUUtilization.json
download: s3://sagemaker-us-east-1-395392234776/pytorch-training-2023-08-24-03-09-51-807/rule-output/ProfilerReport/profiler-output/profiler-reports/LoadBalancing.json to ProfilerReport/profiler-output/profiler-reports/LoadBalancing.json
download: s3://sagemaker-us-east-1-395392234776/pytorch-training-2023-08-24-03-09-51-807/rule-output/ProfilerReport/profiler-output/profiler-reports/StepOutlier.json to ProfilerReport/profiler-output/profiler-reports/StepOutlier.json
download: s3://sagemaker-us-east-1-395392234776/pytorch-training-2023-08-24-03-09-51-807/rule-output/ProfilerReport/profiler-output/profiler-reports/OverallSystemUsage.json to ProfilerReport/profiler-output/profiler-reports/OverallSystemUsage.json
download: s3://sagemaker-us-east-1-395392234776/pytorch-training-2023-08-24-03-09-51-807/rule-output/ProfilerReport/profiler-output/profiler-reports/MaxInitializationTime.json to ProfilerReport/profiler-output/profiler-reports/MaxInitializationTime.json
download: s3://sagemaker-us-east-1-395392234776/pytorch-training-2023-08-24-03-09-51-807/rule-output/ProfilerReport/profiler-output/profiler-reports/IOBottleneck.json to ProfilerReport/profiler-output/profiler-reports/IOBottleneck.json
In [15]:
import os

profiler_report_name = [ rule["RuleConfigurationName"]
                                            for rule in estimator.latest_training_job.rule_job_summary()
                                            if "Profiler" in rule["RuleConfigurationName"]
                                            ][0]
In [16]:
import IPython

IPython.display.HTML(filename= profiler_report_name + "/profiler-output/profiler-report.html")
Out[16]:
profiler-report

SageMaker Debugger Profiling Report ¶

SageMaker Debugger auto generated this report. You can generate similar reports on all supported training jobs. The report provides summary of training job, system resource usage statistics, framework metrics, rules summary, and detailed analysis from each rule. The graphs and tables are interactive.

Legal disclaimer: This report and any recommendations are provided for informational purposes only and are not definitive. You are responsible for making your own independent assessment of the information.

In [4]: 
# Parameters
processing_job_arn = "arn:aws:sagemaker:us-east-1:395392234776:processing-job/pytorch-training-2023-08-2-ProfilerReport-18618a8b"

Training job summary ¶

System usage statistics ¶

Framework metrics summary ¶

Overview: CPU operators ¶

Rules summary ¶

The following table shows a profiling summary of the Debugger built-in rules. The table is sorted by the rules that triggered the most frequently. During your training job, the GPUMemoryIncrease rule was the most frequently triggered. It processed 0 datapoints and was triggered 0 times.

Description Recommendation Number of times rule triggered Number of datapoints Rule parameters
GPUMemoryIncrease Measures the average GPU memory footprint and triggers if there is a large increase. Choose a larger instance type with more memory if footprint is close to maximum available memory. 0 0 increase:5
patience:1000
window:10
LowGPUUtilization Checks if the GPU utilization is low or fluctuating. This can happen due to bottlenecks, blocking calls for synchronizations, or a small batch size. Check if there are bottlenecks, minimize blocking calls, change distributed training strategy, or increase the batch size. 0 0 threshold_p95:70
threshold_p5:10
window:500
patience:1000
MaxInitializationTime Checks if the time spent on initialization exceeds a threshold percent of the total training time. The rule waits until the first step of training loop starts. The initialization can take longer if downloading the entire dataset from Amazon S3 in File mode. The default threshold is 20 minutes. Initialization takes too long. If using File mode, consider switching to Pipe mode in case you are using TensorFlow framework. 0 756 threshold:20
LoadBalancing Detects workload balancing issues across GPUs. Workload imbalance can occur in training jobs with data parallelism. The gradients are accumulated on a primary GPU, and this GPU might be overused with regard to other GPUs, resulting in reducing the efficiency of data parallelization. Choose a different distributed training strategy or a different distributed training framework. 0 0 threshold:0.2
patience:1000
Dataloader Checks how many data loaders are running in parallel and whether the total number is equal the number of available CPU cores. The rule triggers if number is much smaller or larger than the number of available cores. If too small, it might lead to low GPU utilization. If too large, it might impact other compute intensive operations on CPU. Change the number of data loader processes. 0 1 min_threshold:70
max_threshold:200
IOBottleneck Checks if the data I/O wait time is high and the GPU utilization is low. It might indicate IO bottlenecks where GPU is waiting for data to arrive from storage. The rule evaluates the I/O and GPU utilization rates and triggers the issue if the time spent on the IO bottlenecks exceeds a threshold percent of the total training time. The default threshold is 50 percent. Pre-fetch data or choose different file formats, such as binary formats that improve I/O performance. 0 13076 threshold:50
io_threshold:50
gpu_threshold:10
patience:1000
CPUBottleneck Checks if the CPU utilization is high and the GPU utilization is low. It might indicate CPU bottlenecks, where the GPUs are waiting for data to arrive from the CPUs. The rule evaluates the CPU and GPU utilization rates, and triggers the issue if the time spent on the CPU bottlenecks exceeds a threshold percent of the total training time. The default threshold is 50 percent. Consider increasing the number of data loaders or applying data pre-fetching. 0 13076 threshold:50
cpu_threshold:90
gpu_threshold:10
patience:1000
BatchSize Checks if GPUs are underutilized because the batch size is too small. To detect this problem, the rule analyzes the average GPU memory footprint, the CPU and the GPU utilization. The batch size is too small, and GPUs are underutilized. Consider running on a smaller instance type or increasing the batch size. 0 13074 cpu_threshold_p95:70
gpu_threshold_p95:70
gpu_memory_threshold_p95:70
patience:1000
window:500
StepOutlier Detects outliers in step duration. The step duration for forward and backward pass should be roughly the same throughout the training. If there are significant outliers, it may indicate a system stall or bottleneck issues. Check if there are any bottlenecks (CPU, I/O) correlated to the step outliers. 0 756 threshold:3
mode:None
n_outliers:10
stddev:3

Analyzing the training loop ¶

Step duration analysis ¶

Step durations on node algo-1-27:

The following table is a summary of the statistics of step durations measured on node algo-1-27. The rule has analyzed the step duration from Step:ModeKeys.TRAIN phase. The average step duration on node algo-1-27 was 3.54s. The rule detected 4 outliers, where step duration was larger than 3 times the standard deviation of 1.04s

mean max p99 p95 p50 min
Step Durations in [s] 3.54 19.89 4.36 3.96 3.46 0.99

The following histogram shows the step durations measured on the different nodes. You can turn on or turn off the visualization of histograms by selecting or unselecting the labels in the legend.

GPU utilization analysis ¶

Usage per GPU

Workload balancing

Dataloading analysis ¶

Batch size ¶

CPU bottlenecks ¶

I/O bottlenecks ¶

GPU memory ¶

Model Deploying¶

In [17]:
model_location = estimator.model_data
model_location
Out[17]:
's3://sagemaker-us-east-1-395392234776/pytorch-training-2023-08-24-03-09-51-807/output/model.tar.gz'
In [20]:
jpeg_serializer = sagemaker.serializers.IdentitySerializer("image/jpeg")
json_deserializer = sagemaker.deserializers.JSONDeserializer()
from sagemaker.predictor import Predictor
from sagemaker.pytorch import PyTorchModel

class ImgPredictor(Predictor):
    def __init__( self, endpoint_name, sagemaker_session):
        super(ImgPredictor, self).__init__(
            endpoint_name,
            sagemaker_session = sagemaker_session,
            serializer = jpeg_serializer,
            deserializer = json_deserializer
        )
        
pytorch_model = PyTorchModel(model_data = model_location,
                             role = role,
                             entry_point= "deploy_endpoint.py",
                             py_version = "py36",
                             framework_version = "1.6",
                             predictor_cls = ImgPredictor
                            )

predictor = pytorch_model.deploy(initial_instance_count = 1, instance_type = "ml.m5.2xlarge")

INFO:sagemaker:Repacking model artifact (s3://sagemaker-us-east-1-395392234776/pytorch-training-2023-08-24-03-09-51-807/output/model.tar.gz), script artifact (None), and dependencies ([]) into single tar.gz file located at s3://sagemaker-us-east-1-395392234776/pytorch-inference-2023-08-24-05-56-38-329/model.tar.gz. This may take some time depending on model size...
INFO:sagemaker:Creating model with name: pytorch-inference-2023-08-24-05-56-47-840
INFO:sagemaker:Creating endpoint-config with name pytorch-inference-2023-08-24-05-56-48-552
INFO:sagemaker:Creating endpoint with name pytorch-inference-2023-08-24-05-56-48-552

-----!
In [21]:
from PIL import Image
import io
import os
import numpy as np

test_dir = "./dogImages/test/016.Beagle/"
test_images = ["Beagle_01130.jpg", "Beagle_01141.jpg", "Beagle_01144.jpg", "Beagle_01150.jpg", 
                           "Beagle_01155.jpg", "Beagle_01156.jpg", "Beagle_01196.jpg", "Beagle_01197.jpg"]
test_images_expected_output = 16

for index in range(len(test_images)):
    
    test_image = test_images[index]
    test_file_path = os.path.join(test_dir, test_image) 
    
    with open(test_file_path , "rb") as f:
        payload = f.read()
        print("Display Image:")
        display(Image.open(io.BytesIO(payload)))
        print(f"Expected Class: {test_images_expected_output}")
        response = predictor.predict(payload, initial_args={"ContentType": "image/jpeg"}) 
        predicted_dog_breed = np.argmax(response, 1) + 1
        print(f"Inference on class: {predicted_dog_breed} \n\n")

Display Image:

Expected Class: 16
Inference on class: [16] 


Display Image:

Expected Class: 16
Inference on class: [16] 


Display Image:

Expected Class: 16
Inference on class: [16] 


Display Image:

Expected Class: 16
Inference on class: [56] 


Display Image:

Expected Class: 16
Inference on class: [7] 


Display Image:

Expected Class: 16
Inference on class: [7] 


Display Image:

Expected Class: 16
Inference on class: [16] 


Display Image:

Expected Class: 16
Inference on class: [16]
In [25]:
# TODO: Remember to shutdown/delete your endpoint once your work is done
predictor.delete_endpoint()

INFO:sagemaker:Deleting endpoint configuration with name: pytorch-inference-2023-08-24-05-56-48-552
INFO:sagemaker:Deleting endpoint with name: pytorch-inference-2023-08-24-05-56-48-552
In [ ]: